{"id":"https://openalex.org/W4387568262","doi":"https://doi.org/10.3390/axioms12100963","title":"Personalized Transfer Learning Framework for Remaining Useful Life Prediction Using Adaptive Deconstruction and Dynamic Weight Informer","display_name":"Personalized Transfer Learning Framework for Remaining Useful Life Prediction Using Adaptive Deconstruction and Dynamic Weight Informer","publication_year":2023,"publication_date":"2023-10-12","ids":{"openalex":"https://openalex.org/W4387568262","doi":"https://doi.org/10.3390/axioms12100963"},"language":"en","primary_location":{"id":"doi:10.3390/axioms12100963","is_oa":true,"landing_page_url":"https://doi.org/10.3390/axioms12100963","pdf_url":"https://www.mdpi.com/2075-1680/12/10/963/pdf?version=1697114894","source":{"id":"https://openalex.org/S4210173132","display_name":"Axioms","issn_l":"2075-1680","issn":["2075-1680"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Axioms","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2075-1680/12/10/963/pdf?version=1697114894","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5038382983","display_name":"Xue Liu","orcid":"https://orcid.org/0000-0003-0073-0225"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xue Liu","raw_affiliation_strings":["School of Reliability and System Engineering, Beihang University, Beijing 100191, China"],"affiliations":[{"raw_affiliation_string":"School of Reliability and System Engineering, Beihang University, Beijing 100191, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101980392","display_name":"Jian Ma","orcid":"https://orcid.org/0000-0001-5932-469X"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jian Ma","raw_affiliation_strings":["Institute of Reliability Engineering, Beihang University, Beijing 100191, China","School of Reliability and System Engineering, Beihang University, Beijing 100191, China","Science & Technology Laboratory on Reliability & Environmental Engineering, Beihang University, Beijing 100191, China"],"affiliations":[{"raw_affiliation_string":"Institute of Reliability Engineering, Beihang University, Beijing 100191, China","institution_ids":["https://openalex.org/I82880672"]},{"raw_affiliation_string":"School of Reliability and System Engineering, Beihang University, Beijing 100191, China","institution_ids":["https://openalex.org/I82880672"]},{"raw_affiliation_string":"Science & Technology Laboratory on Reliability & Environmental Engineering, Beihang University, Beijing 100191, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078512312","display_name":"Dengwei Song","orcid":"https://orcid.org/0000-0002-3460-385X"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Dengwei Song","raw_affiliation_strings":["School of Instrumentation and Optoelectronic Engineering, Beihang University, Beijing 100191, China"],"affiliations":[{"raw_affiliation_string":"School of Instrumentation and Optoelectronic Engineering, Beihang University, Beijing 100191, China","institution_ids":["https://openalex.org/I82880672"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5078512312"],"corresponding_institution_ids":["https://openalex.org/I82880672"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":0.3615,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.59554731,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"12","issue":"10","first_page":"963","last_page":"963"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10780","display_name":"Reliability and Maintenance Optimization","score":0.9765999913215637,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13213","display_name":"Mechanical Failure Analysis and Simulation","score":0.9674999713897705,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/turbofan","display_name":"Turbofan","score":0.7143572568893433},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6863259077072144},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.5421098470687866},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5341472029685974},{"id":"https://openalex.org/keywords/trajectory","display_name":"Trajectory","score":0.477912038564682},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.46574103832244873},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.46026474237442017},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4513985514640808},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4242135286331177},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42405396699905396},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4125761389732361},{"id":"https://openalex.org/keywords/degradation","display_name":"Degradation (telecommunications)","score":0.4102488160133362},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3896109461784363},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.20053091645240784}],"concepts":[{"id":"https://openalex.org/C110050840","wikidata":"https://www.wikidata.org/wiki/Q654051","display_name":"Turbofan","level":2,"score":0.7143572568893433},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6863259077072144},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5421098470687866},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5341472029685974},{"id":"https://openalex.org/C13662910","wikidata":"https://www.wikidata.org/wiki/Q193139","display_name":"Trajectory","level":2,"score":0.477912038564682},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.46574103832244873},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.46026474237442017},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4513985514640808},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4242135286331177},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42405396699905396},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4125761389732361},{"id":"https://openalex.org/C2779679103","wikidata":"https://www.wikidata.org/wiki/Q5251805","display_name":"Degradation (telecommunications)","level":2,"score":0.4102488160133362},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3896109461784363},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.20053091645240784},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C171146098","wikidata":"https://www.wikidata.org/wiki/Q124192","display_name":"Automotive engineering","level":1,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C1276947","wikidata":"https://www.wikidata.org/wiki/Q333","display_name":"Astronomy","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/axioms12100963","is_oa":true,"landing_page_url":"https://doi.org/10.3390/axioms12100963","pdf_url":"https://www.mdpi.com/2075-1680/12/10/963/pdf?version=1697114894","source":{"id":"https://openalex.org/S4210173132","display_name":"Axioms","issn_l":"2075-1680","issn":["2075-1680"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Axioms","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:5f09c7f73e084bce9f63e5fa15929500","is_oa":true,"landing_page_url":"https://doaj.org/article/5f09c7f73e084bce9f63e5fa15929500","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Axioms, Vol 12, Iss 10, p 963 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/axioms12100963","is_oa":true,"landing_page_url":"https://doi.org/10.3390/axioms12100963","pdf_url":"https://www.mdpi.com/2075-1680/12/10/963/pdf?version=1697114894","source":{"id":"https://openalex.org/S4210173132","display_name":"Axioms","issn_l":"2075-1680","issn":["2075-1680"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Axioms","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Responsible consumption and production","id":"https://metadata.un.org/sdg/12","score":0.5400000214576721}],"awards":[{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2376276132","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4020255992","display_name":null,"funder_award_id":"Project","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4077888433","display_name":null,"funder_award_id":"51575021","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G551928298","display_name":null,"funder_award_id":"51575021","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5939423041","display_name":null,"funder_award_id":"Technology","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8858536628","display_name":null,"funder_award_id":"YWF-22-L-516","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4387568262.pdf"},"referenced_works_count":41,"referenced_works":["https://openalex.org/W1964940259","https://openalex.org/W2096947102","https://openalex.org/W2104600154","https://openalex.org/W2120841219","https://openalex.org/W2887044785","https://openalex.org/W2897557170","https://openalex.org/W2961350108","https://openalex.org/W2978540646","https://openalex.org/W3035177386","https://openalex.org/W3037659411","https://openalex.org/W3042756942","https://openalex.org/W3134358159","https://openalex.org/W3135421923","https://openalex.org/W3154770479","https://openalex.org/W3157943311","https://openalex.org/W3160015479","https://openalex.org/W3160035396","https://openalex.org/W3160845249","https://openalex.org/W3166547714","https://openalex.org/W3174151364","https://openalex.org/W3177318507","https://openalex.org/W3179726623","https://openalex.org/W3182506373","https://openalex.org/W3182722823","https://openalex.org/W3187798812","https://openalex.org/W3215386381","https://openalex.org/W4205522416","https://openalex.org/W4206921885","https://openalex.org/W4225808791","https://openalex.org/W4280609913","https://openalex.org/W4282840795","https://openalex.org/W4292976134","https://openalex.org/W4298255286","https://openalex.org/W4310024794","https://openalex.org/W4360993816","https://openalex.org/W4380884685","https://openalex.org/W4383100567","https://openalex.org/W4385245566","https://openalex.org/W6739901393","https://openalex.org/W6779430159","https://openalex.org/W6851560605"],"related_works":["https://openalex.org/W2313900599","https://openalex.org/W2967774773","https://openalex.org/W4233568029","https://openalex.org/W3166075233","https://openalex.org/W2317440145","https://openalex.org/W2373556961","https://openalex.org/W2375127734","https://openalex.org/W4386141271","https://openalex.org/W2074007942","https://openalex.org/W837305724"],"abstract_inverted_index":{"The":[0,13,130,261],"precise":[1],"remaining":[2],"useful":[3],"life":[4],"(RUL)":[5],"prediction":[6,23,93,115,128,186,251],"of":[7,33,37,45,62,95,99,139,143,180,191,234,264,266,270,285],"turbofan":[8,38,100,271],"engines":[9,101,144],"benefits":[10],"maintenance":[11],"decisions.":[12],"training":[14,152,228],"data":[15,137,153,238,263],"quantity":[16,154],"and":[17,25,53,77,88,123,155,169,185,209,216,239,276,283],"quality":[18],"are":[19],"crucial":[20],"for":[21,81,91,113,183,258],"effective":[22],"modeling":[24,94],"accuracy":[26,284],"improvement.":[27],"However,":[28],"the":[29,34,59,63,84,89,96,140,151,170,177,189,195,204,211,232,235,267,281,286],"performance":[30,167],"degradation":[31,49,51,76,86],"process":[32],"same":[35,97,141,268],"type":[36,98,142,269],"engine":[39,272],"usually":[40],"exhibits":[41],"different":[42],"trajectories":[43],"because":[44],"engines\u2019":[46],"differences":[47,275],"in":[48,127,194],"degrees,":[50],"rates,":[52],"initial":[54,60],"health":[55,68],"states.":[56],"In":[57],"addition,":[58],"part":[61,179],"trajectory":[64,182],"is":[65,78,173,198,214,245],"a":[66,108,158,165,181,226,240,255],"stationary":[67],"stage,":[69],"which":[70,253],"contains":[71],"very":[72],"little":[73],"information":[74],"on":[75,164],"not":[79],"helpful":[80],"modeling.":[82,129,187],"Considering":[83],"differential":[85],"characteristics":[87],"requirement":[90],"accurate":[92],"with":[102,273],"individual":[103,274],"differences,":[104],"we":[105],"specifically":[106],"propose":[107],"personalized":[109],"transfer":[110,126,159,184,242],"learning":[111,243],"framework":[112,131],"RUL":[114,250],"by":[116,200],"answering":[117],"three":[118],"key":[119],"questions:":[120],"when,":[121],"what,":[122],"how":[124],"to":[125,133,147,149,175,223],"tries":[132],"maximumly":[134],"utilize":[135],"multi-source-domain":[136,237],"(samples":[138],"that":[145],"run":[146],"failure)":[148],"improve":[150],"quality.":[156],"Firstly,":[157],"time":[160],"identification":[161],"method":[162],"based":[163],"dual-baseline":[166],"assessment":[168],"Wasserstein":[171],"distance":[172,207],"designed":[174],"eliminate":[176],"worthless":[178],"Then,":[188],"transferability":[190,233],"each":[192],"sample":[193],"multi-source":[196],"domain":[197,213],"measured":[199],"an":[201,248],"approach,":[202],"named":[203],"time-lag":[205],"ensemble":[206],"measurement,":[208],"then":[210],"source":[212],"ranked":[215],"adaptively":[217],"deconstructed":[218],"into":[219,247],"two":[220],"parts":[221],"according":[222],"transferability.":[224],"Ultimately,":[225],"new":[227],"loss":[229],"function":[230],"considering":[231],"weighted":[236],"two-stage":[241],"scheme":[244],"introduced":[246],"informer-based":[249],"model,":[252],"has":[254],"great":[256],"advantage":[257],"long-time-series":[259],"prediction.":[260],"simulation":[262],"100":[265],"five":[277],"comparison":[278],"experiments":[279],"validate":[280],"effectiveness":[282],"proposed":[287],"method.":[288]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-04-15T08:11:43.952461","created_date":"2025-10-10T00:00:00"}